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» Adversarial Sequence Prediction
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AGI
2008
13 years 6 months ago
Adversarial Sequence Prediction
Sequence prediction is a key component of intelligence. This can be extended to define a game between intelligent agents. An analog of a result of Legg shows that this game is a co...
Bill Hibbard
PDCAT
2009
Springer
13 years 11 months ago
Analytical Study of Adversarial Strategies in Cluster-based Overlays
Abstract—Awerbuch and Scheideler have shown that peerto-peer overlays networks can survive Byzantine attacks only if malicious nodes are not able to predict what will be the topo...
Emmanuelle Anceaume, Francisco V. Brasileiro, Roma...
ALT
2010
Springer
13 years 6 months ago
Optimal Online Prediction in Adversarial Environments
: In many prediction problems, including those that arise in computer security and computational finance, the process generating the data is best modeled as an adversary with whom ...
Peter L. Bartlett
AAAI
2008
13 years 7 months ago
Proactive Intrusion Detection
Machine learning systems are deployed in many adversarial conditions like intrusion detection, where a classifier has to decide whether a sequence of actions come from a legitimat...
Benjamin Liebald, Dan Roth, Neelay Shah, Vivek Sri...
ICML
2008
IEEE
14 years 5 months ago
A worst-case comparison between temporal difference and residual gradient with linear function approximation
Residual gradient (RG) was proposed as an alternative to TD(0) for policy evaluation when function approximation is used, but there exists little formal analysis comparing them ex...
Lihong Li